{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Working with Order Book Data: NASDAQ ITCH"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The primary source of market data is the order book, which is continuously updated in real-time throughout the day to reflect all trading activity. Exchanges typically offer this data as a real-time service and may provide some historical data for free.\n",
    "\n",
    "The trading activity is reflected in numerous messages about trade orders sent by market participants. These messages typically conform to the electronic Financial Information eXchange (FIX) communications protocol for real-time exchange of securities transactions and market data or a native exchange protocol. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The FIX Protocol"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just like SWIFT is the message protocol for back-office (example, for trade-settlement) messaging, the [FIX protocol](https://www.fixtrading.org/standards/) is the de facto messaging standard for communication before and during, trade execution between exchanges, banks, brokers, clearing firms, and other market participants. Fidelity Investments and Salomon Brothers introduced FIX in 1992 to facilitate electronic communication between broker-dealers and institutional clients who by then exchanged information over the phone.\n",
    "\n",
    "It became popular in global equity markets before expanding into foreign exchange, fixed income and derivatives markets, and further into post-trade to support straight-through processing. Exchanges provide access to FIX messages as a real-time data feed that is parsed by algorithmic traders to track market activity and, for example, identify the footprint of market participants and anticipate their next move. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nasdaq TotalView-ITCH Order Book data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While FIX has a dominant large market share, exchanges also offer native protocols. The Nasdaq offers a [TotalView ITCH direct data-feed protocol](http://www.nasdaqtrader.com/content/technicalsupport/specifications/dataproducts/NQTVITCHspecification.pdf) that allows subscribers to track \n",
    "individual orders for equity instruments from placement to execution or cancellation.\n",
    "\n",
    "As a result, it allows for the reconstruction of the order book that keeps track of the list of active-limit buy and sell orders for a specific security or financial instrument. The order book reveals the market depth throughout the day by listing the number of shares being bid or offered at each price point. It may also identify the market participant responsible for specific buy and sell orders unless it is placed anonymously. Market depth is a key indicator of liquidity and the potential price impact of sizable market orders. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ITCH v5.0 specification declares over 20 message types related to system events, stock characteristics, the placement and modification of limit orders, and trade execution. It also contains information about the net order imbalance before the open and closing cross."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:04:35.998101Z",
     "start_time": "2018-12-25T19:04:35.989183Z"
    }
   },
   "outputs": [],
   "source": [
    "import gzip\n",
    "import shutil\n",
    "from pathlib import Path\n",
    "from urllib.request import urlretrieve\n",
    "from urllib.parse import urljoin\n",
    "from clint.textui import progress\n",
    "from datetime import datetime\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "from struct import unpack\n",
    "from collections import namedtuple, Counter\n",
    "from datetime import timedelta\n",
    "from time import time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get NASDAQ ITCH Data from FTP Server"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Nasdaq offers [samples](ftp://emi.nasdaq.com/ITCH/) of daily binary files for several months. \n",
    "\n",
    "We are now going to illustrates how to parse a sample file of ITCH messages and reconstruct both the executed trades and the order book for any given tick."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is fairly large and running the entire example can take a lot of time and require substantial memory (16GB+). Also, the sample file used in this example may no longer be available because NASDAQ occasionaly updates the sample files."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following table shows the frequency of the most common message types for the sample file date March 29, 2018:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| Name                    | Offset  | Length  | Value      | Notes                                                                                |\n",
    "|-------------------------|---------|---------|------------|--------------------------------------------------------------------------------------|\n",
    "| Message Type            | 0       | 1       | S          | System Event Message                                                                 |\n",
    "| Stock Locate            | 1       | 2       | Integer    | Always 0                                                                             |\n",
    "| Tracking Number         | 3       | 2       | Integer    | Nasdaq internal tracking number                                                      |\n",
    "| Timestamp               | 5       | 6       | Integer    | Nanoseconds since midnight                                                           |\n",
    "| Order Reference Number  | 11      | 8       | Integer    | The unique reference number assigned to the new order at the time of receipt.        |\n",
    "| Buy/Sell Indicator      | 19      | 1       | Alpha      | The type of order being added. B = Buy Order. S = Sell Order.                        |\n",
    "| Shares                  | 20      | 4       | Integer    | The total number of shares associated with the order being added to the book.        |\n",
    "| Stock                   | 24      | 8       | Alpha      | Stock symbol, right padded with spaces                                               |\n",
    "| Price                   | 32      | 4       | Price (4)  | The display price of the new order. Refer to Data Types for field processing notes.  |\n",
    "| Attribution             | 36      | 4       | Alpha      | Nasdaq Market participant identifier associated with the entered order               |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set Data paths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will store the download in a `data` subdirectory and convert the result to `hdf` format (discussed in the last section of chapter 2)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:16:28.970811Z",
     "start_time": "2018-12-25T17:16:28.966866Z"
    }
   },
   "outputs": [],
   "source": [
    "data_path = Path('data') # set to e.g. external harddrive\n",
    "itch_store = str(data_path / 'itch.h5')\n",
    "order_book_store = data_path / 'order_book.h5'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The FTP address, filename and corresponding date used in this example:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is already updated from the 2018 example used in the book:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:16:30.190820Z",
     "start_time": "2018-12-25T17:16:30.189063Z"
    }
   },
   "outputs": [],
   "source": [
    "FTP_URL = 'ftp://emi.nasdaq.com/ITCH/Nasdaq_ITCH/'\n",
    "SOURCE_FILE = '03272019.NASDAQ_ITCH50.gz'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download & unzip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:17:03.453672Z",
     "start_time": "2018-12-25T17:17:03.444627Z"
    }
   },
   "outputs": [],
   "source": [
    "def may_be_download(url):\n",
    "    \"\"\"Download & unzip ITCH data if not yet available\"\"\"\n",
    "    filename = data_path / url.split('/')[-1]\n",
    "    if not data_path.exists():\n",
    "        print('Creating directory')\n",
    "        data_path.mkdir()\n",
    "    if not filename.exists():\n",
    "        print('Downloading...', url)\n",
    "        urlretrieve(url, filename)\n",
    "    unzipped = data_path / (filename.stem + '.bin')\n",
    "    if not (data_path / unzipped).exists():\n",
    "        print('Unzipping to', unzipped)\n",
    "        with gzip.open(str(filename), 'rb') as f_in:\n",
    "            with open(unzipped, 'wb') as f_out:\n",
    "                shutil.copyfileobj(f_in, f_out)\n",
    "    return unzipped"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This will download 5.1GB data that unzips to 12.9GB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:06:08.577453Z",
     "start_time": "2018-12-25T19:06:08.570117Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading... ftp://emi.nasdaq.com/ITCH/Nasdaq_ITCH/03272019.NASDAQ_ITCH50.gz\n",
      "Unzipping\n"
     ]
    }
   ],
   "source": [
    "file_name = may_be_download(urljoin(FTP_URL, SOURCE_FILE))\n",
    "date = file_name.name.split('.')[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ITCH Format Settings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The `struct` module for binary data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ITCH tick data comes in binary format. Python provides the `struct` module (see [docs])(https://docs.python.org/3/library/struct.html) to parse binary data using format strings that identify the message elements by indicating length and type of the various components of the byte string as laid out in the specification."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the docs:\n",
    "\n",
    "> This module performs conversions between Python values and C structs represented as Python bytes objects. This can be used in handling binary data stored in files or from network connections, among other sources. It uses Format Strings as compact descriptions of the layout of the C structs and the intended conversion to/from Python values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's walk through the critical steps to parse the trading messages and reconstruct the order book:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining format strings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The parser uses format strings according to the following formats dictionaries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:23:09.630040Z",
     "start_time": "2018-12-25T17:23:09.628023Z"
    }
   },
   "outputs": [],
   "source": [
    "event_codes = {'O': 'Start of Messages',\n",
    "               'S': 'Start of System Hours',\n",
    "               'Q': 'Start of Market Hours',\n",
    "               'M': 'End of Market Hours',\n",
    "               'E': 'End of System Hours',\n",
    "               'C': 'End of Messages'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:23:09.841397Z",
     "start_time": "2018-12-25T17:23:09.835447Z"
    }
   },
   "outputs": [],
   "source": [
    "encoding = {'primary_market_maker': {'Y': 1, 'N': 0},\n",
    "            'printable'           : {'Y': 1, 'N': 0},\n",
    "            'buy_sell_indicator'  : {'B': 1, 'S': -1},\n",
    "            'cross_type'          : {'O': 0, 'C': 1, 'H': 2},\n",
    "            'imbalance_direction' : {'B': 0, 'S': 1, 'N': 0, 'O': -1}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:23:09.999064Z",
     "start_time": "2018-12-25T17:23:09.992338Z"
    }
   },
   "outputs": [],
   "source": [
    "formats = {\n",
    "    ('integer', 2): 'H',\n",
    "    ('integer', 4): 'I',\n",
    "    ('integer', 6): '6s',\n",
    "    ('integer', 8): 'Q',\n",
    "    ('alpha', 1)  : 's',\n",
    "    ('alpha', 2)  : '2s',\n",
    "    ('alpha', 4)  : '4s',\n",
    "    ('alpha', 8)  : '8s',\n",
    "    ('price_4', 4): 'I',\n",
    "    ('price_8', 8): 'Q',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create message specs for binary data parser"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ITCH parser relies on message specifications that we create in the following steps."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load Message Types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The file `message_types.xlxs` contains the message type specs as laid out in the [documentation](https://www.nasdaqtrader.com/content/technicalsupport/specifications/dataproducts/NQTVITCHSpecification.pdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:36:19.798092Z",
     "start_time": "2018-12-25T18:36:19.783135Z"
    }
   },
   "outputs": [],
   "source": [
    "message_data = (pd.read_excel('message_types.xlsx',\n",
    "                              sheet_name='messages',\n",
    "                              encoding='latin1')\n",
    "                .sort_values('id')\n",
    "                .drop('id', axis=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Basic Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function `clean_message_types()` just runs a few basic string cleaning steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:36:18.635039Z",
     "start_time": "2018-12-25T18:36:18.630282Z"
    }
   },
   "outputs": [],
   "source": [
    "def clean_message_types(df):\n",
    "    df.columns = [c.lower().strip() for c in df.columns]\n",
    "    df.value = df.value.str.strip()\n",
    "    df.name = (df.name\n",
    "               .str.strip() # remove whitespace\n",
    "               .str.lower()\n",
    "               .str.replace(' ', '_')\n",
    "               .str.replace('-', '_')\n",
    "               .str.replace('/', '_'))\n",
    "    df.notes = df.notes.str.strip()\n",
    "    df['message_type'] = df.loc[df.name == 'message_type', 'value']\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "message_types = clean_message_types(message_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get Message Labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We extract message type codes and names so we can later make the results more readable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:36:22.741964Z",
     "start_time": "2018-12-25T18:36:22.734576Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>message_type</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>S</td>\n",
       "      <td>system_event</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>R</td>\n",
       "      <td>stock_directory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>H</td>\n",
       "      <td>stock_trading_action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Y</td>\n",
       "      <td>reg_sho_short_sale_price_test_restricted_indic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>L</td>\n",
       "      <td>market_participant_position</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   message_type                                               name\n",
       "0             S                                       system_event\n",
       "5             R                                    stock_directory\n",
       "23            H                               stock_trading_action\n",
       "31            Y  reg_sho_short_sale_price_test_restricted_indic...\n",
       "37            L                        market_participant_position"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "message_labels = (message_types.loc[:, ['message_type', 'notes']]\n",
    "                  .dropna()\n",
    "                  .rename(columns={'notes': 'name'}))\n",
    "message_labels.name = (message_labels.name\n",
    "                       .str.lower()\n",
    "                       .str.replace('message', '')\n",
    "                       .str.replace('.', '')\n",
    "                       .str.strip().str.replace(' ', '_'))\n",
    "# message_labels.to_csv('message_labels.csv', index=False)\n",
    "message_labels.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finalize specification details"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each message consists of several fields that are defined by offset, length and type of value. The `struct` module will use this format information to parse the binary source data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:36:57.493706Z",
     "start_time": "2018-12-25T18:36:56.614416Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 152 entries, 1 to 172\n",
      "Data columns (total 6 columns):\n",
      "name            152 non-null object\n",
      "offset          152 non-null int64\n",
      "length          152 non-null int64\n",
      "value           152 non-null object\n",
      "notes           152 non-null object\n",
      "message_type    152 non-null object\n",
      "dtypes: int64(2), object(4)\n",
      "memory usage: 8.3+ KB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.7/site-packages/pandas/core/generic.py:5096: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self[name] = value\n"
     ]
    }
   ],
   "source": [
    "message_types.message_type = message_types.message_type.ffill()\n",
    "message_types = message_types[message_types.name != 'message_type']\n",
    "message_types.value = (message_types.value\n",
    "                       .str.lower()\n",
    "                       .str.replace(' ', '_')\n",
    "                       .str.replace('(', '')\n",
    "                       .str.replace(')', ''))\n",
    "message_types.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>offset</th>\n",
       "      <th>length</th>\n",
       "      <th>value</th>\n",
       "      <th>notes</th>\n",
       "      <th>message_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>stock_locate</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>integer</td>\n",
       "      <td>Always 0</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tracking_number</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>integer</td>\n",
       "      <td>Nasdaq internal tracking number</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>timestamp</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>integer</td>\n",
       "      <td>Nanoseconds since midnight</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>event_code</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>alpha</td>\n",
       "      <td>See System Event Codes below</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>stock_locate</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>integer</td>\n",
       "      <td>Locate Code uniquely assigned to the security ...</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name  offset  length    value  \\\n",
       "0     stock_locate       1       2  integer   \n",
       "1  tracking_number       3       2  integer   \n",
       "2        timestamp       5       6  integer   \n",
       "3       event_code      11       1    alpha   \n",
       "4     stock_locate       1       2  integer   \n",
       "\n",
       "                                               notes message_type  \n",
       "0                                           Always 0            S  \n",
       "1                    Nasdaq internal tracking number            S  \n",
       "2                         Nanoseconds since midnight            S  \n",
       "3                       See System Event Codes below            S  \n",
       "4  Locate Code uniquely assigned to the security ...            R  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "message_types.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Optionally, persist/reload from file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "message_types.to_csv('message_types.csv', index=False)\n",
    "message_types = pd.read_csv('message_types.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The parser translates the message specs into format strings and namedtuples that capture the message content. First, we create `(type, length)` formatting tuples from ITCH specs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:29:25.322056Z",
     "start_time": "2018-12-25T17:29:25.291911Z"
    }
   },
   "outputs": [],
   "source": [
    "message_types.loc[:, 'formats'] = (message_types[['value', 'length']]\n",
    "                            .apply(tuple, axis=1).map(formats))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we extract formatting details for alphanumerical fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:29:27.058965Z",
     "start_time": "2018-12-25T17:29:27.044699Z"
    }
   },
   "outputs": [],
   "source": [
    "alpha_fields = message_types[message_types.value == 'alpha'].set_index('name')\n",
    "alpha_msgs = alpha_fields.groupby('message_type')\n",
    "alpha_formats = {k: v.to_dict() for k, v in alpha_msgs.formats}\n",
    "alpha_length = {k: v.add(5).to_dict() for k, v in alpha_msgs.length}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We generate message classes as named tuples and format strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:29:27.755034Z",
     "start_time": "2018-12-25T17:29:27.722828Z"
    }
   },
   "outputs": [],
   "source": [
    "message_fields, fstring = {}, {}\n",
    "for t, message in message_types.groupby('message_type'):\n",
    "    message_fields[t] = namedtuple(typename=t, field_names=message.name.tolist())\n",
    "    fstring[t] = '>' + ''.join(message.formats.tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fields of `alpha` type (alphanumeric) require post-processing as defined in the `format_alpha` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:29:28.145192Z",
     "start_time": "2018-12-25T17:29:28.131796Z"
    }
   },
   "outputs": [],
   "source": [
    "def format_alpha(mtype, data):\n",
    "    \"\"\"Process byte strings of type alpha\"\"\"\n",
    "\n",
    "    for col in alpha_formats.get(mtype).keys():\n",
    "        if mtype != 'R' and col == 'stock':\n",
    "            data = data.drop(col, axis=1)\n",
    "            continue\n",
    "        data.loc[:, col] = data.loc[:, col].str.decode(\"utf-8\").str.strip()\n",
    "        if encoding.get(col):\n",
    "            data.loc[:, col] = data.loc[:, col].map(encoding.get(col))\n",
    "    return data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Process Binary Message Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The binary file for a single day contains over 350,000,000 messages worth over 12 GB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:29:45.620911Z",
     "start_time": "2018-12-25T17:29:45.606916Z"
    }
   },
   "outputs": [],
   "source": [
    "def store_messages(m):\n",
    "    \"\"\"Handle occasional storing of all messages\"\"\"\n",
    "    with pd.HDFStore(itch_store) as store:\n",
    "        for mtype, data in m.items():\n",
    "            # convert to DataFrame\n",
    "            data = pd.DataFrame(data)\n",
    "\n",
    "            # parse timestamp info\n",
    "            data.timestamp = data.timestamp.apply(int.from_bytes, byteorder='big')\n",
    "            data.timestamp = pd.to_timedelta(data.timestamp)\n",
    "\n",
    "            # apply alpha formatting\n",
    "            if mtype in alpha_formats.keys():\n",
    "                data = format_alpha(mtype, data)\n",
    "\n",
    "            s = alpha_length.get(mtype)\n",
    "            if s:\n",
    "                s = {c: s.get(c) for c in data.columns}\n",
    "            dc = ['stock_locate']\n",
    "            if m == 'R':\n",
    "                dc.append('stock')\n",
    "            store.append(mtype,\n",
    "                         data,\n",
    "                         format='t',\n",
    "                         min_itemsize=s,\n",
    "                         data_columns=dc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:29:45.638871Z",
     "start_time": "2018-12-25T17:29:45.623938Z"
    }
   },
   "outputs": [],
   "source": [
    "messages = {}\n",
    "message_count = 0\n",
    "message_type_counter = Counter()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The script appends the parsed result iteratively to a file in the fast HDF5 format using the `store_messages()` function we just defined to avoid memory constraints (see last section in chapter 2 for more on this format)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following (simplified) code processes the binary file and produces the parsed orders stored by message type:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T17:59:34.870288Z",
     "start_time": "2018-12-25T17:29:45.640518Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Start of Messages\n",
      "\t3:02:31.068526\t0\n",
      "\n",
      " Start of System Hours\n",
      "\t4:00:00.000178\t219,327\n",
      "\n",
      " Start of Market Hours\n",
      "\t9:30:00.000043\t11,818,063\n",
      "\t9:39:31.144741\t25,000,000\t0:01:08.467859\n",
      "\t9:57:14.988340\t50,000,000\t0:03:45.147662\n",
      "\t10:18:35.622104\t75,000,000\t0:06:09.602826\n",
      "\t10:41:29.750289\t100,000,000\t0:08:41.255368\n",
      "\t11:00:23.926562\t125,000,000\t0:11:07.380716\n",
      "\t11:21:45.482872\t150,000,000\t0:13:38.170886\n",
      "\t11:41:28.563142\t175,000,000\t0:16:06.822987\n",
      "\t12:01:10.424691\t200,000,000\t0:18:35.938550\n",
      "\t12:23:19.747779\t225,000,000\t0:21:05.921591\n",
      "\t12:49:58.364558\t250,000,000\t0:23:36.679611\n",
      "\t13:18:58.142268\t275,000,000\t0:26:03.764827\n",
      "\t13:50:59.091083\t300,000,000\t0:28:31.018804\n",
      "\t14:24:40.536031\t325,000,000\t0:31:00.906482\n",
      "\t14:55:33.944883\t350,000,000\t0:33:30.878899\n",
      "\t15:25:11.750566\t375,000,000\t0:36:00.636504\n",
      "\t15:50:06.330012\t400,000,000\t0:38:27.319121\n",
      "\n",
      " End of Market Hours\n",
      "\t16:00:00.000043\t419,555,641\n",
      "\n",
      " End of System Hours\n",
      "\t20:00:00.000023\t422,232,228\n",
      "\n",
      " End of Messages\n",
      "\t20:05:00.000034\t422,264,304\n",
      "0:42:00.168006\n"
     ]
    }
   ],
   "source": [
    "start = time()\n",
    "with file_name.open('rb') as data:\n",
    "    while True:\n",
    "        \n",
    "        # determine message size in bytes\n",
    "        message_size = int.from_bytes(data.read(2), byteorder='big', signed=False)\n",
    "        \n",
    "        # get message type by reading first byte\n",
    "        message_type = data.read(1).decode('ascii')\n",
    "        \n",
    "        # create data structure to capture result\n",
    "        if not messages.get(message_type):\n",
    "            messages[message_type] = []\n",
    "\n",
    "        message_type_counter.update([message_type])\n",
    "\n",
    "        # read & store message\n",
    "        record = data.read(message_size - 1)\n",
    "        message = message_fields[message_type]._make(unpack(fstring[message_type], record))\n",
    "        messages[message_type].append(message)\n",
    "        \n",
    "        # deal with system events\n",
    "        if message_type == 'S':\n",
    "            timestamp = int.from_bytes(message.timestamp, byteorder='big')\n",
    "            print('\\n', event_codes.get(message.event_code.decode('ascii'), 'Error'))\n",
    "            print('\\t{0}\\t{1:,.0f}'.format(timedelta(seconds=timestamp * 1e-9),\n",
    "                                         message_count))\n",
    "            if message.event_code.decode('ascii') == 'C':\n",
    "                store_messages(messages)\n",
    "                break\n",
    "\n",
    "        message_count += 1\n",
    "        if message_count % 2.5e7 == 0:\n",
    "            timestamp = int.from_bytes(message.timestamp, byteorder='big')\n",
    "            print('\\t{0}\\t{1:,.0f}\\t{2}'.format(timedelta(seconds=timestamp * 1e-9),\n",
    "                                                message_count,\n",
    "                                                timedelta(seconds=time() - start)))\n",
    "            store_messages(messages)\n",
    "            messages = {}\n",
    "            \n",
    "        \n",
    "print(timedelta(seconds=time() - start))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summarize Trading Day"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trading Message Frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:03.560168Z",
     "start_time": "2018-12-25T18:38:03.551636Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                        Message Type   # Trades\n",
      "A                      add_order_no_mpid_attribution  186296811\n",
      "D                                       order_delete  181953144\n",
      "U                                      order_replace   34555656\n",
      "E                                     order_executed    7331047\n",
      "X                                       order_cancel    5495709\n",
      "I                                               noii    3674503\n",
      "F                         add_order_mpid_attribution    1477447\n",
      "P                                              trade    1105314\n",
      "L                        market_participant_position     193290\n",
      "C                          order_executed_with_price     137556\n",
      "Q                                        cross_trade      17445\n",
      "Y  reg_sho_short_sale_price_test_restricted_indic...       8853\n",
      "H                               stock_trading_action       8780\n",
      "R                                    stock_directory       8712\n",
      "J                                luld_auction_collar         30\n",
      "S                                       system_event          6\n",
      "K                          ipo_quoting_period_update          1\n",
      "V          market_wide_circuit_breaker_decline_level          1\n"
     ]
    }
   ],
   "source": [
    "counter = pd.Series(message_type_counter).to_frame('# Trades')\n",
    "counter['Message Type'] = counter.index.map(message_labels.set_index('message_type').name.to_dict())\n",
    "counter = counter[['Message Type', '# Trades']].sort_values('# Trades', ascending=False)\n",
    "print(counter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:05.819908Z",
     "start_time": "2018-12-25T18:38:05.810713Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore(itch_store) as store:\n",
    "    store.put('summary', counter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top Equities by Traded Value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:22.781356Z",
     "start_time": "2018-12-25T18:38:21.989429Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pd.HDFStore(itch_store) as store:\n",
    "    stocks = store['R'].loc[:, ['stock_locate', 'stock']]\n",
    "    trades = store['P'].append(store['Q'].rename(columns={'cross_price': 'price'}), sort=False).merge(stocks)\n",
    "trades['value'] = trades.shares.mul(trades.price)\n",
    "trades['value_share'] = trades.value.div(trades.value.sum())\n",
    "trade_summary = trades.groupby('stock').value_share.sum().sort_values(ascending=False)\n",
    "trade_summary.iloc[:50].plot.bar(figsize=(14, 6), color='darkblue', title='Share of Traded Value')\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(lambda y, _: '{:.0%}'.format(y)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build Order Book"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:22.784560Z",
     "start_time": "2018-12-25T18:38:22.782597Z"
    }
   },
   "outputs": [],
   "source": [
    "stock = 'AAPL'\n",
    "order_dict = {-1: 'sell', 1: 'buy'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The parsed messages allow us to rebuild the order flow for the given day. The 'R' message type contains a listing of all stocks traded during a given day, including information about initial public offerings (IPOs) and trading restrictions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Throughout the day, new orders are added, and orders that are executed and canceled are removed from the order book. The proper accounting for messages that reference orders placed on a prior date would require tracking the order book over multiple days, but we are ignoring this aspect here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get all messages for given stock"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `get_messages()` function illustrates how to collect the orders for a single stock that affects trading (refer to the ITCH specification for details about each message):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:22.794673Z",
     "start_time": "2018-12-25T18:38:22.785605Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_messages(date, stock=stock):\n",
    "    \"\"\"Collect trading messages for given stock\"\"\"\n",
    "    with pd.HDFStore(itch_store) as store:\n",
    "        stock_locate = store.select('R', where='stock = stock').stock_locate.iloc[0]\n",
    "        target = 'stock_locate = stock_locate'\n",
    "\n",
    "        data = {}\n",
    "        # trading message types\n",
    "        messages = ['A', 'F', 'E', 'C', 'X', 'D', 'U', 'P', 'Q']\n",
    "        for m in messages:\n",
    "            data[m] = store.select(m, where=target).drop('stock_locate', axis=1).assign(type=m)\n",
    "\n",
    "    order_cols = ['order_reference_number', 'buy_sell_indicator', 'shares', 'price']\n",
    "    orders = pd.concat([data['A'], data['F']], sort=False, ignore_index=True).loc[:, order_cols]\n",
    "\n",
    "    for m in messages[2: -3]:\n",
    "        data[m] = data[m].merge(orders, how='left')\n",
    "\n",
    "    data['U'] = data['U'].merge(orders, how='left',\n",
    "                                right_on='order_reference_number',\n",
    "                                left_on='original_order_reference_number',\n",
    "                                suffixes=['', '_replaced'])\n",
    "\n",
    "    data['Q'].rename(columns={'cross_price': 'price'}, inplace=True)\n",
    "    data['X']['shares'] = data['X']['cancelled_shares']\n",
    "    data['X'] = data['X'].dropna(subset=['price'])\n",
    "\n",
    "    data = pd.concat([data[m] for m in messages], ignore_index=True, sort=False)\n",
    "    data['date'] = pd.to_datetime(date, format='%m%d%Y')\n",
    "    data.timestamp = data['date'].add(data.timestamp)\n",
    "    data = data[data.printable != 0]\n",
    "\n",
    "    drop_cols = ['tracking_number', 'order_reference_number', 'original_order_reference_number',\n",
    "                 'cross_type', 'new_order_reference_number', 'attribution', 'match_number',\n",
    "                 'printable', 'date', 'cancelled_shares']\n",
    "    return data.drop(drop_cols, axis=1).sort_values('timestamp').reset_index(drop=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:31.320030Z",
     "start_time": "2018-12-25T18:38:22.796992Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2010099 entries, 0 to 2010098\n",
      "Data columns (total 9 columns):\n",
      "timestamp             2010099 non-null datetime64[ns]\n",
      "buy_sell_indicator    1873082 non-null float64\n",
      "shares                1995581 non-null float64\n",
      "price                 1995581 non-null float64\n",
      "type                  2010099 non-null object\n",
      "executed_shares       54956 non-null float64\n",
      "execution_price       500 non-null float64\n",
      "shares_replaced       14159 non-null float64\n",
      "price_replaced        14159 non-null float64\n",
      "dtypes: datetime64[ns](1), float64(7), object(1)\n",
      "memory usage: 138.0+ MB\n"
     ]
    }
   ],
   "source": [
    "messages = get_messages(date=date)\n",
    "messages.info(null_counts=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:31.453686Z",
     "start_time": "2018-12-25T18:38:31.322040Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.io.pytables.HDFStore'>\n",
      "File path: data/order_book.h5\n",
      "/AAPL/messages            frame        (shape->[2010099,9])\n"
     ]
    }
   ],
   "source": [
    "with pd.HDFStore(order_book_store) as store:\n",
    "    key = '{}/messages'.format(stock)\n",
    "    store.put(key, messages)\n",
    "    print(store.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine Trading Records"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reconstructing successful trades, that is, orders that are executed as opposed to those that were canceled from trade-related message types, C, E, P, and Q, is relatively straightforward:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:31.458668Z",
     "start_time": "2018-12-25T18:38:31.455129Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_trades(m):\n",
    "    \"\"\"Combine C, E, P and Q messages into trading records\"\"\"\n",
    "    trade_dict = {'executed_shares': 'shares', 'execution_price': 'price'}\n",
    "    cols = ['timestamp', 'executed_shares']\n",
    "    trades = pd.concat([m.loc[m.type == 'E', cols + ['price']].rename(columns=trade_dict),\n",
    "                        m.loc[m.type == 'C', cols + ['execution_price']].rename(columns=trade_dict),\n",
    "                        m.loc[m.type == 'P', ['timestamp', 'price', 'shares']],\n",
    "                        m.loc[m.type == 'Q', ['timestamp', 'price', 'shares']].assign(cross=1),\n",
    "                        ], sort=False).dropna(subset=['price']).fillna(0)\n",
    "    return trades.set_index('timestamp').sort_index().astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:31.707339Z",
     "start_time": "2018-12-25T18:38:31.459640Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 59796 entries, 2019-03-27 04:00:56.459428646 to 2019-03-27 19:54:05.600648466\n",
      "Data columns (total 3 columns):\n",
      "shares    59796 non-null int64\n",
      "price     59796 non-null int64\n",
      "cross     59796 non-null int64\n",
      "dtypes: int64(3)\n",
      "memory usage: 1.8 MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "trades = get_trades(messages)\n",
    "print(trades.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:31.716334Z",
     "start_time": "2018-12-25T18:38:31.708217Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore(order_book_store) as store:\n",
    "    store.put('{}/trades'.format(stock), trades)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Orders"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The order book keeps track of limit orders, and the various price levels for buy and sell orders constitute the depth of the order book. To reconstruct the order book for a given level of depth requires the following steps:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `add_orders()` function accumulates sell orders in ascending, and buy orders in descending order for a given timestamp up to the desired level of depth:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:31.727288Z",
     "start_time": "2018-12-25T18:38:31.717324Z"
    }
   },
   "outputs": [],
   "source": [
    "def add_orders(orders, buysell, nlevels):\n",
    "    \"\"\"Add orders up to desired depth given by nlevels;\n",
    "        sell in ascending, buy in descending order\n",
    "    \"\"\"\n",
    "    new_order = []\n",
    "    items = sorted(orders.copy().items())\n",
    "    if buysell == 1:\n",
    "        items = reversed(items)  \n",
    "    for i, (p, s) in enumerate(items, 1):\n",
    "        new_order.append((p, s))\n",
    "        if i == nlevels:\n",
    "            break\n",
    "    return orders, new_order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:38:31.738494Z",
     "start_time": "2018-12-25T18:38:31.728222Z"
    }
   },
   "outputs": [],
   "source": [
    "def save_orders(orders, append=False):\n",
    "    cols = ['price', 'shares']\n",
    "    for buysell, book in orders.items():\n",
    "        df = (pd.concat([pd.DataFrame(data=data,\n",
    "                                     columns=cols)\n",
    "                         .assign(timestamp=t) \n",
    "                         for t, data in book.items()]))\n",
    "        key = '{}/{}'.format(stock, order_dict[buysell])\n",
    "        df.loc[:, ['price', 'shares']] = df.loc[:, ['price', 'shares']].astype(int)\n",
    "        with pd.HDFStore(order_book_store) as store:\n",
    "            if append:\n",
    "                store.append(key, df.set_index('timestamp'), format='t')\n",
    "            else:\n",
    "                store.put(key, df.set_index('timestamp'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We iterate over all ITCH messages and process orders and their replacements as required by the specification (this can take a while):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:59:13.364384Z",
     "start_time": "2018-12-25T18:38:31.739374Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100,000\t\t0:00:35.307123\n",
      "200,000\t\t0:00:40.583205\n",
      "300,000\t\t0:00:41.415511\n",
      "400,000\t\t0:00:39.333220\n",
      "500,000\t\t0:00:41.455615\n",
      "600,000\t\t0:00:40.160583\n",
      "700,000\t\t0:00:41.100331\n",
      "800,000\t\t0:00:42.812086\n",
      "900,000\t\t0:00:43.454985\n",
      "1,000,000\t\t0:00:44.803726\n",
      "1,100,000\t\t0:00:44.562056\n",
      "1,200,000\t\t0:00:44.481447\n",
      "1,300,000\t\t0:00:45.515291\n",
      "1,400,000\t\t0:00:45.255271\n",
      "1,500,000\t\t0:00:46.097667\n",
      "1,600,000\t\t0:00:45.258312\n",
      "1,700,000\t\t0:00:45.652722\n",
      "1,800,000\t\t0:00:47.688795\n",
      "1,900,000\t\t0:00:49.200748\n",
      "2,000,000\t\t0:00:48.342637\n"
     ]
    }
   ],
   "source": [
    "order_book = {-1: {}, 1: {}}\n",
    "current_orders = {-1: Counter(), 1: Counter()}\n",
    "message_counter = Counter()\n",
    "nlevels = 100\n",
    "\n",
    "start = time()\n",
    "for message in messages.itertuples():\n",
    "    i = message[0]\n",
    "    if i % 1e5 == 0 and i > 0:\n",
    "        print('{:,.0f}\\t\\t{}'.format(i, timedelta(seconds=time() - start)))\n",
    "        save_orders(order_book, append=True)\n",
    "        order_book = {-1: {}, 1: {}}\n",
    "        start = time()\n",
    "    if np.isnan(message.buy_sell_indicator):\n",
    "        continue\n",
    "    message_counter.update(message.type)\n",
    "\n",
    "    buysell = message.buy_sell_indicator\n",
    "    price, shares = None, None\n",
    "\n",
    "    if message.type in ['A', 'F', 'U']:\n",
    "        price = int(message.price)\n",
    "        shares = int(message.shares)\n",
    "\n",
    "        current_orders[buysell].update({price: shares})\n",
    "        current_orders[buysell], new_order = add_orders(current_orders[buysell], buysell, nlevels)\n",
    "        order_book[buysell][message.timestamp] = new_order\n",
    "\n",
    "    if message.type in ['E', 'C', 'X', 'D', 'U']:\n",
    "        if message.type == 'U':\n",
    "            if not np.isnan(message.shares_replaced):\n",
    "                price = int(message.price_replaced)\n",
    "                shares = -int(message.shares_replaced)\n",
    "        else:\n",
    "            if not np.isnan(message.price):\n",
    "                price = int(message.price)\n",
    "                shares = -int(message.shares)\n",
    "\n",
    "        if price is not None:\n",
    "            current_orders[buysell].update({price: shares})\n",
    "            if current_orders[buysell][price] <= 0:\n",
    "                current_orders[buysell].pop(price)\n",
    "            current_orders[buysell], new_order = add_orders(current_orders[buysell], buysell, nlevels)\n",
    "            order_book[buysell][message.timestamp] = new_order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:59:13.367586Z",
     "start_time": "2018-12-25T18:59:13.365257Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A    924117\n",
      "D    869968\n",
      "X      2789\n",
      "E     52299\n",
      "P      6995\n",
      "F      2282\n",
      "U     14159\n",
      "C       473\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "message_counter = pd.Series(message_counter)\n",
    "print(message_counter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:59:13.386058Z",
     "start_time": "2018-12-25T18:59:13.368397Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.io.pytables.HDFStore'>\n",
      "File path: data/order_book.h5\n",
      "/AAPL/buy                 frame_table  (typ->appendable,nrows->88554121,ncols->2,indexers->[index],dc->[])\n",
      "/AAPL/messages            frame        (shape->[2010099,9])                                               \n",
      "/AAPL/sell                frame_table  (typ->appendable,nrows->91632307,ncols->2,indexers->[index],dc->[])\n",
      "/AAPL/trades              frame        (shape->[59796,3])                                                 \n"
     ]
    }
   ],
   "source": [
    "with pd.HDFStore(order_book_store) as store:\n",
    "    print(store.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Order Book Depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:59:34.898346Z",
     "start_time": "2018-12-25T18:59:13.387216Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore(order_book_store) as store:\n",
    "    buy = store['{}/buy'.format(stock)].reset_index().drop_duplicates()\n",
    "    sell = store['{}/sell'.format(stock)].reset_index().drop_duplicates()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Price to Decimals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:59:35.213809Z",
     "start_time": "2018-12-25T18:59:34.901354Z"
    }
   },
   "outputs": [],
   "source": [
    "buy.price = buy.price.mul(1e-4)\n",
    "sell.price = sell.price.mul(1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:59:42.096414Z",
     "start_time": "2018-12-25T18:59:35.214763Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>buy</th>\n",
       "      <th>sell</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8.855412e+07</td>\n",
       "      <td>9.163231e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.889559e+02</td>\n",
       "      <td>1.927302e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.192705e+00</td>\n",
       "      <td>9.469004e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000e-04</td>\n",
       "      <td>1.865500e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1%</th>\n",
       "      <td>1.878300e+02</td>\n",
       "      <td>1.866300e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2%</th>\n",
       "      <td>1.880000e+02</td>\n",
       "      <td>1.867900e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10%</th>\n",
       "      <td>1.885200e+02</td>\n",
       "      <td>1.870800e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.887200e+02</td>\n",
       "      <td>1.873900e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.890300e+02</td>\n",
       "      <td>1.879600e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.893800e+02</td>\n",
       "      <td>1.888000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90%</th>\n",
       "      <td>1.895800e+02</td>\n",
       "      <td>1.892900e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98%</th>\n",
       "      <td>1.897200e+02</td>\n",
       "      <td>1.896800e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>1.897300e+02</td>\n",
       "      <td>1.898800e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.897500e+02</td>\n",
       "      <td>2.000000e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                buy          sell\n",
       "count  8.855412e+07  9.163231e+07\n",
       "mean   1.889559e+02  1.927302e+02\n",
       "std    2.192705e+00  9.469004e+02\n",
       "min    1.000000e-04  1.865500e+02\n",
       "1%     1.878300e+02  1.866300e+02\n",
       "2%     1.880000e+02  1.867900e+02\n",
       "10%    1.885200e+02  1.870800e+02\n",
       "25%    1.887200e+02  1.873900e+02\n",
       "50%    1.890300e+02  1.879600e+02\n",
       "75%    1.893800e+02  1.888000e+02\n",
       "90%    1.895800e+02  1.892900e+02\n",
       "98%    1.897200e+02  1.896800e+02\n",
       "99%    1.897300e+02  1.898800e+02\n",
       "max    1.897500e+02  2.000000e+05"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percentiles = [.01, .02, .1, .25, .75, .9, .98, .99]\n",
    "pd.concat([buy.price.describe(percentiles=percentiles).to_frame('buy'),\n",
    "           sell.price.describe(percentiles=percentiles).to_frame('sell')], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T18:59:44.810646Z",
     "start_time": "2018-12-25T18:59:42.097253Z"
    }
   },
   "outputs": [],
   "source": [
    "buy = buy[buy.price > buy.price.quantile(.01)]\n",
    "sell = sell[sell.price < sell.price.quantile(.99)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Buy-Sell Order Distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The number of orders at different price levels, highlighted in the following screenshot using different intensities for buy and sell orders, visualizes the depth of liquidity at any given point in time."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The distribution of limit order prices was weighted toward buy orders at higher prices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:03:03.115714Z",
     "start_time": "2018-12-25T19:03:03.109202Z"
    }
   },
   "outputs": [],
   "source": [
    "market_open='0930'\n",
    "market_close = '1600'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:03:37.441700Z",
     "start_time": "2018-12-25T19:03:26.117795Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7,5))\n",
    "hist_kws = {'linewidth': 1, 'alpha': .5}\n",
    "sns.distplot(buy.set_index('timestamp').between_time(market_open, market_close).price, ax=ax, label='Buy', kde=False, hist_kws=hist_kws)\n",
    "sns.distplot(sell.set_index('timestamp').between_time(market_open, market_close).price, ax=ax, label='Sell', kde=False, hist_kws=hist_kws)\n",
    "plt.legend(fontsize=10)\n",
    "plt.title('Limit Order Price Distribution', fontsize=14)\n",
    "ax.set_yticklabels(['{:,}'.format(int(y/1000)) for y in ax.get_yticks().tolist()])\n",
    "ax.set_xticklabels(['${:,}'.format(int(x)) for x in ax.get_xticks().tolist()])\n",
    "plt.xlabel('Price', fontsize=12)\n",
    "plt.ylabel('Shares (\\'000)', fontsize=12)\n",
    "plt.tight_layout()\n",
    "# plt.savefig('figures/price_distribution', dpi=600);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Order Book Depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:03:45.701297Z",
     "start_time": "2018-12-25T19:03:45.696600Z"
    }
   },
   "outputs": [],
   "source": [
    "utc_offset = timedelta(hours=4)\n",
    "depth = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:03:48.330392Z",
     "start_time": "2018-12-25T19:03:46.059173Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 39093 entries, 0 to 39092\n",
      "Data columns (total 3 columns):\n",
      "timestamp    39093 non-null int64\n",
      "price        39093 non-null float64\n",
      "shares       39093 non-null float64\n",
      "dtypes: float64(2), int64(1)\n",
      "memory usage: 916.3 KB\n"
     ]
    }
   ],
   "source": [
    "buy_per_min = (buy\n",
    "               .groupby([pd.Grouper(key='timestamp', freq='Min'), 'price'])\n",
    "               .shares\n",
    "               .sum()\n",
    "               .apply(np.log)\n",
    "               .to_frame('shares')\n",
    "               .reset_index('price')\n",
    "               .between_time(market_open, market_close)\n",
    "               .groupby(level='timestamp', as_index=False, group_keys=False)\n",
    "               .apply(lambda x: x.nlargest(columns='price', n=depth))\n",
    "               .reset_index())\n",
    "buy_per_min.timestamp = buy_per_min.timestamp.add(utc_offset).astype(int)\n",
    "buy_per_min.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:03:50.748806Z",
     "start_time": "2018-12-25T19:03:48.331693Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 39085 entries, 0 to 39084\n",
      "Data columns (total 3 columns):\n",
      "timestamp    39085 non-null int64\n",
      "price        39085 non-null float64\n",
      "shares       39085 non-null float64\n",
      "dtypes: float64(2), int64(1)\n",
      "memory usage: 916.1 KB\n"
     ]
    }
   ],
   "source": [
    "sell_per_min = (sell\n",
    "                .groupby([pd.Grouper(key='timestamp', freq='Min'), 'price'])\n",
    "                .shares\n",
    "                .sum()\n",
    "                .apply(np.log)\n",
    "                .to_frame('shares')\n",
    "                .reset_index('price')\n",
    "                .between_time(market_open, market_close)\n",
    "                .groupby(level='timestamp', as_index=False, group_keys=False)\n",
    "                .apply(lambda x: x.nsmallest(columns='price', n=depth))\n",
    "                .reset_index())\n",
    "\n",
    "sell_per_min.timestamp = sell_per_min.timestamp.add(utc_offset).astype(int)\n",
    "sell_per_min.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:03:51.440194Z",
     "start_time": "2018-12-25T19:03:51.399025Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 390 entries, 1553693400000000000 to 1553716740000000000\n",
      "Data columns (total 2 columns):\n",
      "price     390 non-null float64\n",
      "shares    390 non-null int64\n",
      "dtypes: float64(1), int64(1)\n",
      "memory usage: 9.1 KB\n"
     ]
    }
   ],
   "source": [
    "with pd.HDFStore(order_book_store) as store:\n",
    "    trades = store['{}/trades'.format(stock)]\n",
    "trades.price = trades.price.mul(1e-4)\n",
    "trades = trades[trades.cross == 0].between_time(market_open, market_close)\n",
    "\n",
    "trades_per_min = (trades\n",
    "                  .resample('Min')\n",
    "                  .agg({'price': 'mean', 'shares': 'sum'}))\n",
    "trades_per_min.index = trades_per_min.index.to_series().add(utc_offset).astype(int)\n",
    "trades_per_min.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following plots the evolution of limit orders and prices throughout the trading day: the dark line tracks the prices for executed trades during market hours, whereas the red and blue dots indicate individual limit orders on a per-minute basis (see notebook for details)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-25T19:06:39.328578Z",
     "start_time": "2018-12-25T19:06:37.074213Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "\n",
    "buy_per_min.plot.scatter(x='timestamp',y='price', c='shares', ax=ax, colormap='Blues', colorbar=False, alpha=.25)\n",
    "sell_per_min.plot.scatter(x='timestamp',y='price', c='shares', ax=ax, colormap='Reds', colorbar=False, alpha=.25)\n",
    "trades_per_min.price.plot(figsize=(14, 8), c='k', ax=ax, lw=2, \n",
    "                          title=f'AAPL | {date} | Buy & Sell Limit Order Book | Depth = {depth}')\n",
    "\n",
    "xticks = [datetime.fromtimestamp(ts / 1e9).strftime('%H:%M') for ts in ax.get_xticks()]\n",
    "ax.set_xticklabels(xticks)\n",
    "\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('Price')\n",
    "\n",
    "fig.tight_layout()\n",
    "# fig.savefig('figures/order_book', dpi=600);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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